We perform the non-perturbative (quenched) renormalization of the
 chromo-magnetic operator in Heavy Quark Effective Theory and its three-loop
 matching to QCD. At order 1/m of the expansion, the operator is responsible
 for the mass splitting between the pseudoscalar and vector B-mesons. These new
 computed factors are affected by an uncertainty negligible in comparison to
 the known bare matrix element of the operator between B-states. Furthermore,
 they push the quenched determination of the spin splitting for the Bs-meson
 much closer to its experimental value than the previous perturbatively
 renormalized computations. The renormalization factor for three commonly used
 heavy quark actions and the Wilson gauge action and useful parametrizations of
 the matching coefficient are provided.